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Decision-Making Under Uncertainty for a Digital Thread-Enabled Design Process
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Digital thread is a data-driven architecture that links together information from all stages of the product lifecycle. Despite increasing application in manufacturing, maintenance/operations, and design related tasks, a ...
Design of Digital Twin Sensing Strategies Via Predictive Modeling and Interpretable Machine Learning
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: This work develops a methodology for sensor placement and dynamic sensor scheduling decisions for digital twins. The digital twin data assimilation is posed as a classification problem, and predictive models are used to ...
Variance-Based Sensitivity Analysis to Support Simulation-Based Design Under Uncertainty
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Sensitivity analysis plays a critical role in quantifying uncertainty in the design of engineering systems. A variance-based global sensitivity analysis is often used to rank the importance of input factors, based on their ...